Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	191
Missing cells	17
Missing cells (%)	0.5%
Duplicate rows	2
Duplicate rows (%)	1.0%
Total size in memory	25.5 KiB
Average record size in memory	136.7 B

Variable types

Text	1
Numeric	15
Categorical	1

Alerts

Dataset has 2 (1.0%) duplicate rows	Duplicates
`Anger` is highly overall correlated with `Causing Disrepute` and 10 other fields	High correlation
`Causing Disrepute` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Developing own business` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Disrupt Public Service` is highly overall correlated with `Anger` and 9 other fields	High correlation
`Extortion` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Fraud` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Others` is highly overall correlated with `Anger` and 9 other fields	High correlation
`Personal Revenge` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Prank` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Sale purchase illegal drugs` is highly overall correlated with `Steal Information`	High correlation
`Sexual Exploitation` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Spreading Piracy` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Steal Information` is highly overall correlated with `Sale purchase illegal drugs`	High correlation
`Total` is highly overall correlated with `Anger` and 10 other fields	High correlation
`Abetment to Suicide` is highly imbalanced (85.8%)	Imbalance
`Personal Revenge` has 66 (34.6%) zeros	Zeros
`Anger` has 75 (39.3%) zeros	Zeros
`Fraud` has 34 (17.8%) zeros	Zeros
`Extortion` has 65 (34.0%) zeros	Zeros
`Causing Disrepute` has 74 (38.7%) zeros	Zeros
`Prank` has 106 (55.5%) zeros	Zeros
`Sexual Exploitation` has 50 (26.2%) zeros	Zeros
`Disrupt Public Service` has 134 (70.2%) zeros	Zeros
`Sale purchase illegal drugs` has 170 (89.0%) zeros	Zeros
`Developing own business` has 123 (64.4%) zeros	Zeros
`Spreading Piracy` has 133 (69.6%) zeros	Zeros
`Psycho or Pervert` has 175 (91.6%) zeros	Zeros
`Steal Information` has 158 (82.7%) zeros	Zeros
`Others` has 44 (23.0%) zeros	Zeros
`Total` has 9 (4.7%) zeros	Zeros

Reproduction

Analysis started	2024-02-21 16:33:03.481116
Analysis finished	2024-02-21 16:33:24.849416
Duration	21.37 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

City
Text

Distinct	80
Distinct (%)	42.1%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

Length

Max length	28
Median length	16
Mean length	9.5736842
Min length	3

Characters and Unicode

Total characters	1819
Distinct characters	50
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40 ?
Unique (%)	21.1%

Sample

1st row	Agra
2nd row	Allahabad
3rd row	Amritsar
4th row	Asansol
5th row	Aurangabad

Value	Count	Frequency (%)
pradesh	20	7.4%
	12	4.4%
total	12	4.4%
chandigarh	5	1.9%
gujarat	4	1.5%
uttarakhand	4	1.5%
tripura	4	1.5%
uttar	4	1.5%
lakshadweep	4	1.5%
delhi	4	1.5%
Other values (79)	197	73.0%

Most occurring characters

Value	Count	Frequency (%)
a	353	19.4%
r	133	7.3%
h	125	6.9%
i	86	4.7%
n	82	4.5%
d	82	4.5%
	80	4.4%
s	80	4.4%
l	71	3.9%
t	66	3.6%
Other values (40)	661	36.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1416	77.8%
Uppercase Letter	290	15.9%
Space Separator	80	4.4%
Other Punctuation	16	0.9%
Open Punctuation	8	0.4%
Close Punctuation	8	0.4%
Dash Punctuation	1	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	353	24.9%
r	133	9.4%
h	125	8.8%
i	86	6.1%
n	82	5.8%
d	82	5.8%
s	80	5.6%
l	71	5.0%
t	66	4.7%
e	66	4.7%
Other values (13)	272	19.2%

Uppercase Letter

Value	Count	Frequency (%)
T	36	12.4%
A	30	10.3%
P	28	9.7%
M	23	7.9%
D	19	6.6%
N	18	6.2%
K	15	5.2%
U	12	4.1%
H	12	4.1%
L	11	3.8%
Other values (12)	86	29.7%

Space Separator

Value	Count	Frequency (%)
	80	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	16	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1706	93.8%
Common	113	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	353	20.7%
r	133	7.8%
h	125	7.3%
i	86	5.0%
n	82	4.8%
d	82	4.8%
s	80	4.7%
l	71	4.2%
t	66	3.9%
e	66	3.9%
Other values (35)	562	32.9%

Common

Value	Count	Frequency (%)
	80	70.8%
&	16	14.2%
(	8	7.1%
)	8	7.1%
-	1	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1819	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	353	19.4%
r	133	7.3%
h	125	6.9%
i	86	4.7%
n	82	4.5%
d	82	4.5%
	80	4.4%
s	80	4.4%
l	71	3.9%
t	66	3.6%
Other values (40)	661	36.3%

Personal Revenge
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	54
Distinct (%)	28.4%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	65.084211

Minimum	0
Maximum	1470
Zeros	66
Zeros (%)	34.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	16
95-th percentile	440.7
Maximum	1470
Range	1470
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	223.85481
Coefficient of variation (CV)	3.4394642
Kurtosis	22.993812
Mean	65.084211
Median Absolute Deviation (MAD)	4
Skewness	4.6975298
Sum	12366
Variance	50110.977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	34.6%
2	14	7.3%
4	9	4.7%
1	8	4.2%
5	7	3.7%
7	7	3.7%
8	5	2.6%
11	5	2.6%
6	5	2.6%
14	4	2.1%
Other values (44)	60	31.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	34.6%
1	8	4.2%
2	14	7.3%
3	3	1.6%
4	9	4.7%
5	7	3.7%
6	5	2.6%
7	7	3.7%
8	5	2.6%
9	3	1.6%

Value	Count	Frequency (%)
1470	1	0.5%
1463	1	0.5%
1207	1	0.5%
1195	1	0.5%
794	1	0.5%
783	1	0.5%
654	1	0.5%
628	1	0.5%
620	1	0.5%
555	1	0.5%

Anger
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	52
Distinct (%)	27.4%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	40.926316

Minimum	0
Maximum	822
Zeros	75
Zeros (%)	39.3%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	10.75
95-th percentile	209.1
Maximum	822
Range	822
Interquartile range (IQR)	10.75

Descriptive statistics

Standard deviation	134.83521
Coefficient of variation (CV)	3.2945846
Kurtosis	19.655921
Mean	40.926316
Median Absolute Deviation (MAD)	2
Skewness	4.4186861
Sum	7776
Variance	18180.534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	75	39.3%
1	15	7.9%
2	11	5.8%
3	9	4.7%
4	9	4.7%
8	5	2.6%
10	4	2.1%
5	4	2.1%
6	4	2.1%
9	3	1.6%
Other values (42)	51	26.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	75	39.3%
1	15	7.9%
2	11	5.8%
3	9	4.7%
4	9	4.7%
5	4	2.1%
6	4	2.1%
7	3	1.6%
8	5	2.6%
9	3	1.6%

Value	Count	Frequency (%)
822	1	0.5%
814	1	0.5%
714	1	0.5%
712	1	0.5%
581	2	1.0%
461	1	0.5%
457	1	0.5%
263	1	0.5%
210	1	0.5%
208	1	0.5%

Fraud
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	117
Distinct (%)	61.6%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	1337.9421

Minimum	0
Maximum	30142
Zeros	34
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.25
median	44
Q3	346
95-th percentile	7772.45
Maximum	30142
Range	30142
Interquartile range (IQR)	341.75

Descriptive statistics

Standard deviation	4629.6585
Coefficient of variation (CV)	3.4602831
Kurtosis	24.70273
Mean	1337.9421
Median Absolute Deviation (MAD)	44
Skewness	4.8525513
Sum	254209
Variance	21433738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	17.8%
3	7	3.7%
19	4	2.1%
7	4	2.1%
23	3	1.6%
15	3	1.6%
8	3	1.6%
47	3	1.6%
11	3	1.6%
6	3	1.6%
Other values (107)	123	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	17.8%
1	2	1.0%
2	3	1.6%
3	7	3.7%
4	2	1.0%
5	2	1.0%
6	3	1.6%
7	4	2.1%
8	3	1.6%
9	2	1.0%

Value	Count	Frequency (%)
30142	1	0.5%
30075	1	0.5%
26891	1	0.5%
26853	1	0.5%
15051	1	0.5%
14992	1	0.5%
12213	1	0.5%
12139	1	0.5%
11381	1	0.5%
9680	1	0.5%

Extortion
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	64
Distinct (%)	33.7%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	98.731579

Minimum	0
Maximum	2440
Zeros	65
Zeros (%)	34.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	25
95-th percentile	532.3
Maximum	2440
Range	2440
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	347.41584
Coefficient of variation (CV)	3.5187915
Kurtosis	26.985353
Mean	98.731579
Median Absolute Deviation (MAD)	6
Skewness	5.015755
Sum	18759
Variance	120697.76
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	65	34.0%
1	11	5.8%
7	8	4.2%
11	6	3.1%
3	6	3.1%
4	6	3.1%
15	5	2.6%
21	4	2.1%
6	4	2.1%
17	4	2.1%
Other values (54)	71	37.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	34.0%
1	11	5.8%
2	3	1.6%
3	6	3.1%
4	6	3.1%
5	3	1.6%
6	4	2.1%
7	8	4.2%
8	1	0.5%
9	2	1.0%

Value	Count	Frequency (%)
2440	1	0.5%
2411	1	0.5%
1842	1	0.5%
1827	1	0.5%
1055	1	0.5%
1050	1	0.5%
1025	1	0.5%
906	1	0.5%
891	1	0.5%
544	1	0.5%

Causing Disrepute
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	62
Distinct (%)	32.6%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	92.210526

Minimum	0
Maximum	1874
Zeros	74
Zeros (%)	38.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	25
95-th percentile	466.45
Maximum	1874
Range	1874
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	308.81452
Coefficient of variation (CV)	3.349016
Kurtosis	19.978966
Mean	92.210526
Median Absolute Deviation (MAD)	3
Skewness	4.444971
Sum	17520
Variance	95366.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74	38.7%
2	9	4.7%
1	9	4.7%
3	8	4.2%
4	5	2.6%
9	4	2.1%
5	4	2.1%
6	4	2.1%
19	3	1.6%
15	3	1.6%
Other values (52)	67	35.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	74	38.7%
1	9	4.7%
2	9	4.7%
3	8	4.2%
4	5	2.6%
5	4	2.1%
6	4	2.1%
7	3	1.6%
8	3	1.6%
9	4	2.1%

Value	Count	Frequency (%)
1874	2	1.0%
1706	1	0.5%
1678	1	0.5%
1212	1	0.5%
1205	1	0.5%
1002	1	0.5%
997	1	0.5%
953	1	0.5%
547	1	0.5%
368	1	0.5%

Prank
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	17.9%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	35.847368

Minimum	0
Maximum	1385
Zeros	106
Zeros (%)	55.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	191.55
Maximum	1385
Range	1385
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	175.97695
Coefficient of variation (CV)	4.9090619
Kurtosis	49.013084
Mean	35.847368
Median Absolute Deviation (MAD)	0
Skewness	6.8611815
Sum	6811
Variance	30967.887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	106	55.5%
3	12	6.3%
1	12	6.3%
2	10	5.2%
7	5	2.6%
6	5	2.6%
4	4	2.1%
5	4	2.1%
10	3	1.6%
18	2	1.0%
Other values (24)	27	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	106	55.5%
1	12	6.3%
2	10	5.2%
3	12	6.3%
4	4	2.1%
5	4	2.1%
6	5	2.6%
7	5	2.6%
8	2	1.0%
10	3	1.6%

Value	Count	Frequency (%)
1385	1	0.5%
1384	1	0.5%
1293	1	0.5%
321	1	0.5%
314	1	0.5%
296	1	0.5%
288	1	0.5%
254	1	0.5%
252	1	0.5%
192	1	0.5%

Sexual Exploitation
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	83
Distinct (%)	43.7%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	143.64211

Minimum	0
Maximum	3293
Zeros	50
Zeros (%)	26.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13
Q3	57.75
95-th percentile	588.6
Maximum	3293
Range	3293
Interquartile range (IQR)	57.75

Descriptive statistics

Standard deviation	475.2167
Coefficient of variation (CV)	3.3083384
Kurtosis	24.923
Mean	143.64211
Median Absolute Deviation (MAD)	13
Skewness	4.8594869
Sum	27292
Variance	225830.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	26.2%
1	8	4.2%
3	7	3.7%
2	6	3.1%
10	4	2.1%
4	3	1.6%
65	3	1.6%
7	3	1.6%
85	3	1.6%
16	3	1.6%
Other values (73)	100	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	26.2%
1	8	4.2%
2	6	3.1%
3	7	3.7%
4	3	1.6%
5	3	1.6%
6	1	0.5%
7	3	1.6%
8	2	1.0%
9	3	1.6%

Value	Count	Frequency (%)
3293	1	0.5%
3249	1	0.5%
2266	1	0.5%
2238	1	0.5%
2030	1	0.5%
1990	1	0.5%
1460	1	0.5%
1426	1	0.5%
724	1	0.5%
612	1	0.5%

Disrupt Public Service
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	11.6%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	3.1263158

Minimum	0
Maximum	92
Zeros	134
Zeros (%)	70.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	18.75
Maximum	92
Range	92
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	11.6535
Coefficient of variation (CV)	3.7275506
Kurtosis	36.784038
Mean	3.1263158
Median Absolute Deviation (MAD)	0
Skewness	5.7309049
Sum	594
Variance	135.80407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	134	70.2%
1	20	10.5%
2	9	4.7%
3	6	3.1%
5	2	1.0%
21	2	1.0%
28	2	1.0%
11	1	0.5%
90	1	0.5%
35	1	0.5%
Other values (12)	12	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134	70.2%
1	20	10.5%
2	9	4.7%
3	6	3.1%
4	1	0.5%
5	2	1.0%
6	1	0.5%
7	1	0.5%
8	1	0.5%
9	1	0.5%

Value	Count	Frequency (%)
92	1	0.5%
90	1	0.5%
55	1	0.5%
52	1	0.5%
35	1	0.5%
28	2	1.0%
23	1	0.5%
21	2	1.0%
16	1	0.5%
12	1	0.5%

Sale purchase illegal drugs
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	5.3%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.71052632

Minimum	0
Maximum	21
Zeros	170
Zeros (%)	89.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5.55
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.8069066
Coefficient of variation (CV)	3.9504611
Kurtosis	31.019163
Mean	0.71052632
Median Absolute Deviation (MAD)	0
Skewness	5.2447496
Sum	135
Variance	7.8787246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	170	89.0%
2	7	3.7%
8	3	1.6%
6	2	1.0%
10	2	1.0%
21	2	1.0%
5	1	0.5%
1	1	0.5%
13	1	0.5%
4	1	0.5%
(Missing)	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	170	89.0%
1	1	0.5%
2	7	3.7%
4	1	0.5%
5	1	0.5%
6	2	1.0%
8	3	1.6%
10	2	1.0%
13	1	0.5%
21	2	1.0%

Value	Count	Frequency (%)
21	2	1.0%
13	1	0.5%
10	2	1.0%
8	3	1.6%
6	2	1.0%
5	1	0.5%
4	1	0.5%
2	7	3.7%
1	1	0.5%
0	170	89.0%

Developing own business
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	16.8%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.763158

Minimum	0
Maximum	210
Zeros	123
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	68.7
Maximum	210
Range	210
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	37.414477
Coefficient of variation (CV)	3.180649
Kurtosis	16.604792
Mean	11.763158
Median Absolute Deviation (MAD)	0
Skewness	4.1206649
Sum	2235
Variance	1399.8431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	123	64.4%
1	8	4.2%
2	7	3.7%
3	6	3.1%
7	4	2.1%
4	3	1.6%
13	3	1.6%
17	3	1.6%
35	3	1.6%
10	3	1.6%
Other values (22)	27	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123	64.4%
1	8	4.2%
2	7	3.7%
3	6	3.1%
4	3	1.6%
5	2	1.0%
6	2	1.0%
7	4	2.1%
8	2	1.0%
9	1	0.5%

Value	Count	Frequency (%)
210	1	0.5%
203	1	0.5%
198	1	0.5%
181	2	1.0%
163	1	0.5%
156	1	0.5%
146	1	0.5%
76	1	0.5%
75	1	0.5%
61	1	0.5%

Spreading Piracy
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	12.1%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	13.952632

Minimum	0
Maximum	671
Zeros	133
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	39.85
Maximum	671
Range	671
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	82.097393
Coefficient of variation (CV)	5.8840078
Kurtosis	57.093907
Mean	13.952632
Median Absolute Deviation (MAD)	0
Skewness	7.5546153
Sum	2651
Variance	6739.9819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	133	69.6%
2	14	7.3%
1	11	5.8%
4	5	2.6%
3	3	1.6%
6	3	1.6%
8	2	1.0%
75	2	1.0%
43	2	1.0%
5	2	1.0%
Other values (13)	13	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	69.6%
1	11	5.8%
2	14	7.3%
3	3	1.6%
4	5	2.6%
5	2	1.0%
6	3	1.6%
7	1	0.5%
8	2	1.0%
12	1	0.5%

Value	Count	Frequency (%)
671	1	0.5%
669	1	0.5%
614	1	0.5%
90	1	0.5%
88	1	0.5%
75	2	1.0%
45	1	0.5%
43	2	1.0%
36	1	0.5%
20	1	0.5%

Psycho or Pervert
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	3.2%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.34736842

Minimum	0
Maximum	17
Zeros	175
Zeros (%)	91.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.903872
Coefficient of variation (CV)	5.4808436
Kurtosis	62.544892
Mean	0.34736842
Median Absolute Deviation (MAD)	0
Skewness	7.6231193
Sum	66
Variance	3.6247285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	175	91.6%
1	6	3.1%
2	3	1.6%
4	3	1.6%
17	2	1.0%
8	1	0.5%
(Missing)	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	175	91.6%
1	6	3.1%
2	3	1.6%
4	3	1.6%
8	1	0.5%
17	2	1.0%

Value	Count	Frequency (%)
17	2	1.0%
8	1	0.5%
4	3	1.6%
2	3	1.6%
1	6	3.1%
0	175	91.6%

Steal Information
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	6.8%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.8578947

Minimum	0
Maximum	93
Zeros	158
Zeros (%)	82.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8.65
Maximum	93
Range	93
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13.303372
Coefficient of variation (CV)	4.6549551
Kurtosis	31.88909
Mean	2.8578947
Median Absolute Deviation (MAD)	0
Skewness	5.6192981
Sum	543
Variance	176.9797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	158	82.7%
1	12	6.3%
3	3	1.6%
10	2	1.0%
4	2	1.0%
5	2	1.0%
16	2	1.0%
2	2	1.0%
93	2	1.0%
62	2	1.0%
Other values (3)	3	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	158	82.7%
1	12	6.3%
2	2	1.0%
3	3	1.6%
4	2	1.0%
5	2	1.0%
7	1	0.5%
10	2	1.0%
16	2	1.0%
49	1	0.5%

Value	Count	Frequency (%)
93	2	1.0%
82	1	0.5%
62	2	1.0%
49	1	0.5%
16	2	1.0%
10	2	1.0%
7	1	0.5%
5	2	1.0%
4	2	1.0%
3	3	1.6%

Abetment to Suicide
Categorical

IMBALANCE

Distinct	4
Distinct (%)	2.1%
Missing	1
Missing (%)	0.5%
Memory size	1.6 KiB

0.0	183
5.0	3
1.0	2
2.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	570
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	183	95.8%
5.0	3	1.6%
1.0	2	1.0%
2.0	2	1.0%
(Missing)	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	183	96.3%
5.0	3	1.6%
1.0	2	1.1%
2.0	2	1.1%

Most occurring characters

Value	Count	Frequency (%)
0	373	65.4%
.	190	33.3%
5	3	0.5%
1	2	0.4%
2	2	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	380	66.7%
Other Punctuation	190	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	373	98.2%
5	3	0.8%
1	2	0.5%
2	2	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	570	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	373	65.4%
.	190	33.3%
5	3	0.5%
1	2	0.4%
2	2	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	570	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	373	65.4%
.	190	33.3%
5	3	0.5%
1	2	0.4%
2	2	0.4%

Others
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	46.3%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	397.96842

Minimum	0
Maximum	8814
Zeros	44
Zeros (%)	23.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	12.5
Q3	120.5
95-th percentile	2784.6
Maximum	8814
Range	8814
Interquartile range (IQR)	119.5

Descriptive statistics

Standard deviation	1367.1754
Coefficient of variation (CV)	3.4353865
Kurtosis	22.474846
Mean	397.96842
Median Absolute Deviation (MAD)	12.5
Skewness	4.6644155
Sum	75614
Variance	1869168.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44	23.0%
1	17	8.9%
2	9	4.7%
14	7	3.7%
11	6	3.1%
4	5	2.6%
9	3	1.6%
42	3	1.6%
6	3	1.6%
24	3	1.6%
Other values (78)	90	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	23.0%
1	17	8.9%
2	9	4.7%
3	3	1.6%
4	5	2.6%
5	3	1.6%
6	3	1.6%
8	1	0.5%
9	3	1.6%
11	6	3.1%

Value	Count	Frequency (%)
8814	1	0.5%
8688	1	0.5%
7578	1	0.5%
7524	1	0.5%
4956	1	0.5%
4903	1	0.5%
3948	1	0.5%
3756	1	0.5%
3713	1	0.5%
3483	1	0.5%

Total
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	140
Distinct (%)	73.7%
Missing	1
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2279.0579

Minimum	0
Maximum	50035
Zeros	9
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	14.25
median	131.5
Q3	771.5
95-th percentile	11272.45
Maximum	50035
Range	50035
Interquartile range (IQR)	757.25

Descriptive statistics

Standard deviation	7683.5055
Coefficient of variation (CV)	3.3713516
Kurtosis	24.652786
Mean	2279.0579
Median Absolute Deviation (MAD)	128.5
Skewness	4.8670378
Sum	433021
Variance	59036257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	4.7%
7	5	2.6%
1	5	2.6%
10	4	2.1%
2	4	2.1%
3	4	2.1%
4	4	2.1%
30	3	1.6%
8	3	1.6%
5	3	1.6%
Other values (130)	146	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	4.7%
1	5	2.6%
2	4	2.1%
3	4	2.1%
4	4	2.1%
5	3	1.6%
6	2	1.0%
7	5	2.6%
8	3	1.6%
9	1	0.5%

Value	Count	Frequency (%)
50035	1	0.5%
49708	1	0.5%
44546	1	0.5%
44395	1	0.5%
27248	1	0.5%
27004	1	0.5%
21796	1	0.5%
21593	1	0.5%
12020	1	0.5%
11416	1	0.5%

Auto

Heatmap
Table

	Abetment to Suicide	Anger	Causing Disrepute	Developing own business	Disrupt Public Service	Extortion	Fraud	Others	Personal Revenge	Prank	Psycho or Pervert	Sale purchase illegal drugs	Sexual Exploitation	Spreading Piracy	Steal Information	Total
Abetment to Suicide	1.000	0.275	0.258	0.296	0.337	0.245	0.240	0.242	0.290	0.212	0.482	0.308	0.249	0.376	0.237	0.242
Anger	0.275	1.000	0.716	0.643	0.606	0.790	0.775	0.710	0.821	0.704	0.367	0.339	0.817	0.541	0.422	0.820
Causing Disrepute	0.258	0.716	1.000	0.653	0.558	0.649	0.654	0.635	0.606	0.666	0.320	0.294	0.727	0.515	0.388	0.711
Developing own business	0.296	0.643	0.653	1.000	0.550	0.682	0.683	0.638	0.663	0.637	0.404	0.437	0.686	0.618	0.497	0.700
Disrupt Public Service	0.337	0.606	0.558	0.550	1.000	0.573	0.539	0.491	0.542	0.559	0.449	0.414	0.562	0.569	0.388	0.558
Extortion	0.245	0.790	0.649	0.682	0.573	1.000	0.854	0.784	0.798	0.660	0.321	0.346	0.868	0.520	0.404	0.894
Fraud	0.240	0.775	0.654	0.683	0.539	0.854	1.000	0.763	0.794	0.593	0.344	0.398	0.841	0.524	0.466	0.973
Others	0.242	0.710	0.635	0.638	0.491	0.784	0.763	1.000	0.730	0.612	0.305	0.322	0.830	0.561	0.428	0.832
Personal Revenge	0.290	0.821	0.606	0.663	0.542	0.798	0.794	0.730	1.000	0.643	0.331	0.358	0.819	0.547	0.403	0.838
Prank	0.212	0.704	0.666	0.637	0.559	0.660	0.593	0.612	0.643	1.000	0.275	0.314	0.668	0.538	0.392	0.649
Psycho or Pervert	0.482	0.367	0.320	0.404	0.449	0.321	0.344	0.305	0.331	0.275	1.000	0.364	0.322	0.379	0.448	0.341
Sale purchase illegal drugs	0.308	0.339	0.294	0.437	0.414	0.346	0.398	0.322	0.358	0.314	0.364	1.000	0.342	0.402	0.503	0.390
Sexual Exploitation	0.249	0.817	0.727	0.686	0.562	0.868	0.841	0.830	0.819	0.668	0.322	0.342	1.000	0.566	0.407	0.894
Spreading Piracy	0.376	0.541	0.515	0.618	0.569	0.520	0.524	0.561	0.547	0.538	0.379	0.402	0.566	1.000	0.423	0.550
Steal Information	0.237	0.422	0.388	0.497	0.388	0.404	0.466	0.428	0.403	0.392	0.448	0.503	0.407	0.423	1.000	0.468
Total	0.242	0.820	0.711	0.700	0.558	0.894	0.973	0.832	0.838	0.649	0.341	0.390	0.894	0.550	0.468	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	City	Personal Revenge	Anger	Fraud	Extortion	Causing Disrepute	Prank	Sexual Exploitation	Disrupt Public Service	Others	Total
0	Agra	5.0	0.0	19.0	0.0	0.0	0.0	0.0	0.0	46.0	70.0
1	Allahabad	0.0	0.0	222.0	11.0	8.0	0.0	0.0	0.0	0.0	241.0
2	Amritsar	2.0	0.0	5.0	0.0	0.0	0.0	2.0	0.0	0.0	9.0
3	Asansol	6.0	1.0	3.0	0.0	0.0	0.0	0.0	0.0	11.0	21.0
4	Aurangabad	5.0	2.0	51.0	0.0	0.0	0.0	21.0	0.0	0.0	82.0
5	Bhopal	0.0	0.0	4.0	7.0	2.0	0.0	1.0	1.0	0.0	16.0
6	Chandigarh City	0.0	0.0	19.0	3.0	0.0	7.0	0.0	0.0	1.0	30.0
7	Dhanbad	2.0	0.0	29.0	0.0	0.0	0.0	0.0	0.0	0.0	31.0
8	Durg-Bhilainagar	0.0	0.0	0.0	0.0	10.0	0.0	0.0	0.0	0.0	10.0
9	Faridabad	0.0	0.0	9.0	0.0	0.0	0.0	0.0	0.0	8.0	17.0

	City	Personal Revenge	Anger	Fraud	Extortion	Causing Disrepute	Prank	Sexual Exploitation	Disrupt Public Service	Sale purchase illegal drugs	Developing own business	Spreading Piracy	Steal Information	Others	Total
181	A & N Islands	0.0	0.0	0.0	1.0	0.0	0.0	2.0	0.0	0.0	0.0	0.0	0.0	2.0	5.0
182	Chandigarh	0.0	0.0	7.0	1.0	0.0	0.0	7.0	0.0	0.0	0.0	0.0	0.0	2.0	17.0
183	D & N Haveli and Daman & Diu	0.0	0.0	0.0	0.0	0.0	0.0	3.0	0.0	0.0	0.0	0.0	0.0	0.0	3.0
184	Delhi	2.0	4.0	23.0	15.0	0.0	0.0	20.0	0.0	0.0	0.0	0.0	0.0	104.0	168.0
185	Jammu & Kashmir	3.0	4.0	33.0	9.0	28.0	2.0	12.0	1.0	0.0	7.0	0.0	0.0	14.0	120.0
186	Ladakh	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0
187	Lakshadweep	2.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	3.0
188	Puducherry	0.0	0.0	4.0	3.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	3.0	10.0
189	Total UT(s)	7.0	8.0	67.0	29.0	28.0	2.0	44.0	2.0	0.0	7.0	0.0	0.0	126.0	327.0
190	Total All India	1470.0	822.0	30142.0	2440.0	1706.0	254.0	3293.0	92.0	21.0	210.0	75.0	62.0	8814.0	50035.0

Most frequently occurring

	City	Personal Revenge	Anger	Fraud	Extortion	Causing Disrepute	Prank	Sexual Exploitation	Disrupt Public Service	Sale purchase illegal drugs	Developing own business	Spreading Piracy	Psycho or Pervert	Steal Information	Abetment to Suicide	Others	Total	# duplicates
0	Daman & Diu	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2
1	West Bengal	28.0	9.0	68.0	25.0	2.0	3.0	39.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	158.0	335.0	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring